An exponential inequality for the tail of the conditional expectation of sums of centered independent random variables is
obtained. This inequality is applied to prove analogues of the Law of the Iterated Logarithm and the Strong Law of Large Numbers
for conditional expectations. As corollaries we obtain certain strong theorems for the generalized allocation scheme and for
the nonuniformly distributed allocation scheme.